{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use Python 3.10 and this transformers==4.40.1 for stable compatibility\n",
    "! pip install transformers==4.40.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from transformers import AutoModelForCausalLM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yong/miniconda3/envs/py310/lib/python3.10/site-packages/huggingface_hub/file_download.py:795: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n",
      "/Users/yong/miniconda3/envs/py310/lib/python3.10/site-packages/huggingface_hub/file_download.py:795: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# load model and dataset\n",
    "model = AutoModelForCausalLM.from_pretrained('thuml/timer-base-84m', trust_remote_code=True)\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/WenWeiTHU/TimeSeriesDatasets/refs/heads/main/ETT-small/ETTh2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# perpare input\n",
    "lookback_length = 1440      # support the maximum context length up to 2880 \n",
    "seqs = torch.tensor(df[\"OT\"][:lookback_length]).unsqueeze(0).float()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate forecast \n",
    "prediction_length = 96     # forecast the next 96 timestamps, supporting maximum prediction length encompassed in the context length\n",
    "output = model.generate(seqs, max_new_tokens=prediction_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 96])\n"
     ]
    }
   ],
   "source": [
    "print(output.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the prediction\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.plot(df[\"OT\"][:lookback_length + prediction_length], color=\"limegreen\", label=\"Groundtruth\")\n",
    "plt.plot(range(lookback_length, lookback_length + prediction_length), output[0], color=\"tomato\", label=\"Prediction\")\n",
    "plt.plot(df[\"OT\"][:lookback_length], color=\"royalblue\", label=\"Lookback\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
